Short paper
Presentation-only- Length
- 4–6 pages, excluding references
- Best for
- Completed studies, substantial tools or datasets, and detailed empirical analyses
Fall 2026 · New York City
Short papers and extended abstracts on the science and practice of AI agent evaluation.
Submission options
Final format is determined by the program committee.
Scope
Audits, replications, negative results, contamination, grader instability, and evaluation gaps.
Constructs, metrics, rubrics, human evaluation, automated graders, reliability, validity, cost, and safety.
Benchmarks, environments, harnesses, traces, repeated runs, versioning, observability, and scalable grading.
Coding, research, science, healthcare, enterprise, web, computer-use, multimodal, and other tool-using agents.
Selection
Industry and real-world submissions are assessed on documented evidence, production lessons, and findings relevant beyond a single system or setting. A new benchmark or algorithm is not required.
Recognition
Five accepted contributions, including short papers and extended abstracts, will be recognized as Spotlight selections.
One accepted short paper will receive the Best Paper Award for an especially rigorous, clear, and meaningful contribution to agent evaluation.
Agent Evaluation Science Fall 2026
Committee members will select the Spotlight contributions and Best Paper from accepted submissions, considering rigor, clarity, relevance, and potential to advance evaluation science. The Best Paper awardee will receive the AES Certificate of Recognition.
Author information
Travel support
A limited travel-support fund is available for presenting authors. Remote presentation is also available.
FAQ
Yes. Published work, ongoing work, tools, datasets, negative results, and failure analyses are eligible. Identify and cite any prior publication.
No. Both short papers and extended abstracts are presentation-only and non-archival. Authors may submit work currently under review or previously published, subject to the policies of the other venue.
The symposium is primarily in person. Remote presentation is available for accepted authors who cannot reasonably attend in person, including authors based outside the United States. Authors may present either an oral presentation or poster remotely if assigned that format.
Authors indicate Oral preferred, Poster preferred, or Either. The program committee makes the final assignment.